{"id":"W3018630329","doi":"10.1007/s12630-020-01673-w","title":"Personal protective equipment (PPE) for both anesthesiologists and other airway managers: principles and practice during the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":183,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Ottawa; Queen's University; University of British Columbia","funders":"","keywords":"Personal protective equipment; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Airway; Airway management; Medicine; Medical emergency; Virology; Anesthesia; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002037998,0.0002723547,0.0004747284,0.0002932392,0.0008993942,0.0002156396,0.0001660096,0.0001614123,0.00006674126],"category_scores_gemma":[0.001905947,0.0001928493,0.0001808786,0.0001986917,0.0003162548,0.0003423694,0.00001006238,0.0006523706,0.000001790435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007378819,"about_ca_system_score_gemma":0.00247698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330171,"about_ca_topic_score_gemma":0.003273616,"domain_scores_codex":[0.9980162,0.0002703845,0.0005883548,0.0002661736,0.0003126846,0.0005462443],"domain_scores_gemma":[0.9960715,0.0003708952,0.0007010545,0.0001083257,0.0003790913,0.002369176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.01629516,0.0001844063,0.4875328,0.001858492,0.001916707,0.4172687,0.05348558,0.001741405,0.001235957,0.002188411,0.005194314,0.01109812],"study_design_scores_gemma":[0.002366081,0.001787015,0.03048084,0.0001057674,0.0002916515,0.8693227,0.002796532,0.0003943551,0.00001352417,0.00008575257,0.09213834,0.0002174763],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369252,0.001874569,0.0008016175,0.05922757,0.00008102284,0.0008870717,0.000008107721,0.00001718222,0.0001776669],"genre_scores_gemma":[0.9942909,0.00009390421,0.0003726613,0.004158505,0.0008184764,0.00001832449,0.000001594097,0.00004057707,0.0002049998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4570519,"threshold_uncertainty_score":0.7864168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04960459408875096,"score_gpt":0.2825667082461954,"score_spread":0.2329621141574444,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}